{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "# data_folder = os.path.join(os.path.expanduser(\"~\"), \"data\", \"datasets\", \"ml-100k\")\n",
    "data_folder = \"C:/Users/Anthony Dave/Desktop/Complier/Learning-Data-Mining-with-Python-Second-Edition-master/Chapter04/ml-100k\"\n",
    "ratings_filename = os.path.join(data_folder, \"u.data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_ratings = pd.read_csv(ratings_filename, delimiter=\"\\t\", header=None, names = [\"UserID\", \"MovieID\", \"Rating\", \"Datetime\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "   UserID  MovieID  Rating   Datetime\n",
       "0     196      242       3  881250949\n",
       "1     186      302       3  891717742\n",
       "2      22      377       1  878887116\n",
       "3     244       51       2  880606923\n",
       "4     166      346       1  886397596"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of        UserID  MovieID  Rating   Datetime\n",
       "0         196      242       3  881250949\n",
       "1         186      302       3  891717742\n",
       "2          22      377       1  878887116\n",
       "3         244       51       2  880606923\n",
       "4         166      346       1  886397596\n",
       "...       ...      ...     ...        ...\n",
       "99995     880      476       3  880175444\n",
       "99996     716      204       5  879795543\n",
       "99997     276     1090       1  874795795\n",
       "99998      13      225       2  882399156\n",
       "99999      12      203       3  879959583\n",
       "\n",
       "[100000 rows x 4 columns]>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_ratings.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_ratings[\"Datetime\"] = pd.to_datetime(all_ratings['Datetime'], unit='s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "   UserID  MovieID  Rating            Datetime\n",
       "0     196      242       3 1997-12-04 15:55:49\n",
       "1     186      302       3 1998-04-04 19:22:22\n",
       "2      22      377       1 1997-11-07 07:18:36\n",
       "3     244       51       2 1997-11-27 05:02:03\n",
       "4     166      346       1 1998-02-02 05:33:16"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_ratings[\"Favorable\"] = all_ratings[\"Rating\"] > 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "      <td>427</td>\n",
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       "      <td>True</td>\n",
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       "      <th>148</th>\n",
       "      <td>95</td>\n",
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       "      <td>False</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     UserID  MovieID  Rating            Datetime  Favorable\n",
       "140     174      368       1 1998-02-02 15:46:42      False\n",
       "141      87      274       4 1997-11-18 18:12:14       True\n",
       "142     194     1211       2 1997-11-14 23:49:40      False\n",
       "143      82     1134       2 1998-01-13 18:00:02      False\n",
       "144      13      836       2 1997-12-14 22:49:06      False\n",
       "145      13      272       4 1998-01-11 17:06:43       True\n",
       "146     244      756       2 1997-11-27 04:32:37      False\n",
       "147     305      427       5 1998-02-01 08:51:30       True\n",
       "148      95      787       2 1998-03-03 19:55:30      False\n",
       "149      43       14       2 1998-01-04 23:15:45      False"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_ratings[140:150]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings = all_ratings[all_ratings['UserID'].isin(range(200))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "favorable_ratings = ratings[ratings[\"Favorable\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "favorable_reviews_by_users = dict((k, frozenset(v.values)) for k, v in favorable_ratings.groupby(\"UserID\")[\"MovieID\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_favorable_by_movie = ratings[[\"MovieID\", \"Favorable\"]].groupby(\"MovieID\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "         Favorable\n",
       "MovieID           \n",
       "1               66\n",
       "2                5\n",
       "3                4\n",
       "4               21\n",
       "5                6\n",
       "...            ...\n",
       "1416             0\n",
       "1417             0\n",
       "1418             1\n",
       "1419             0\n",
       "1420             0\n",
       "\n",
       "[1420 rows x 1 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings[[\"MovieID\", \"Favorable\"]].groupby(\"MovieID\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "         Favorable\n",
       "MovieID           \n",
       "50             100\n",
       "100             89\n",
       "258             83\n",
       "181             79\n",
       "174             74"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_favorable_by_movie.sort_values(by=\"Favorable\", ascending=False).head() # top down, antonym: bottom up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "frequent_itemsets = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_support = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "frequent_itemsets[1] = dict((frozenset((movie_id,)), row[\"Favorable\"])\n",
    "                            for movie_id, row in num_favorable_by_movie.iterrows()\n",
    "                            if row[\"Favorable\"] > min_support)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "def find_frequent_itemsets(favorable_reviews_by_users, k_1_itemsets, min_support):\n",
    "    counts = defaultdict(int)\n",
    "    for user, reviews in favorable_reviews_by_users.items():\n",
    "        for itemset in k_1_itemsets:\n",
    "            if itemset.issubset(reviews):\n",
    "                for other_reviewed_movie in reviews - itemset: #minus\n",
    "                    current_superset = itemset | frozenset((other_reviewed_movie,))\n",
    "                    counts[current_superset] += 1\n",
    "    return dict([(itemset, frequency) for itemset, frequency in counts.items() if frequency >= min_support])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 16 movies with more than 50 favorable reviews\n",
      "I found 93 frequent itemsets of length 2\n",
      "I found 295 frequent itemsets of length 3\n",
      "I found 593 frequent itemsets of length 4\n",
      "I found 785 frequent itemsets of length 5\n",
      "I found 677 frequent itemsets of length 6\n",
      "I found 373 frequent itemsets of length 7\n",
      "I found 126 frequent itemsets of length 8\n",
      "I found 24 frequent itemsets of length 9\n",
      "I found 2 frequent itemsets of length 10\n",
      "Did not find any frequent itemsets of length 11\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "frequent_itemsets = {}  # itemsets are sorted by length\n",
    "min_support = 50\n",
    "\n",
    "# k=1 candidates are the isbns with more than min_support favourable reviews\n",
    "frequent_itemsets[1] = dict((frozenset((movie_id,)), row[\"Favorable\"])\n",
    "                                for movie_id, row in num_favorable_by_movie.iterrows()\n",
    "                                if row[\"Favorable\"] > min_support)\n",
    "\n",
    "print(\"There are {} movies with more than {} favorable reviews\".format(len(frequent_itemsets[1]), min_support))\n",
    "sys.stdout.flush()\n",
    "for k in range(2, 20):\n",
    "    # Generate candidates of length k, using the frequent itemsets of length k-1\n",
    "    # Only store the frequent itemsets\n",
    "    cur_frequent_itemsets = find_frequent_itemsets(favorable_reviews_by_users, frequent_itemsets[k-1],\n",
    "                                                   min_support)\n",
    "    if len(cur_frequent_itemsets) == 0:\n",
    "        print(\"Did not find any frequent itemsets of length {}\".format(k))\n",
    "        sys.stdout.flush()\n",
    "        break\n",
    "    else:\n",
    "        print(\"I found {} frequent itemsets of length {}\".format(len(cur_frequent_itemsets), k))\n",
    "        #print(cur_frequent_itemsets)\n",
    "        sys.stdout.flush()\n",
    "        frequent_itemsets[k] = cur_frequent_itemsets\n",
    "# We aren't interested in the itemsets of length 1, so remove those\n",
    "del frequent_itemsets[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 15285 candidate rules\n"
     ]
    }
   ],
   "source": [
    "# Now we create the association rules. First, they are candidates until the confidence has been tested\n",
    "candidate_rules = []\n",
    "for itemset_length, itemset_counts in frequent_itemsets.items():\n",
    "    for itemset in itemset_counts.keys():\n",
    "        for conclusion in itemset:\n",
    "            premise = itemset - set((conclusion,))\n",
    "            candidate_rules.append((premise, conclusion))\n",
    "print(\"There are {} candidate rules\".format(len(candidate_rules)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(frozenset({7}), 1), (frozenset({1}), 7), (frozenset({50}), 1), (frozenset({1}), 50), (frozenset({1}), 56)]\n"
     ]
    }
   ],
   "source": [
    "print(candidate_rules[:5])\n",
    "# candidate_rule\n",
    "# favorable_reviews_by_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now, we compute the confidence of each of these rules. This is very similar to what we did in chapter 1\n",
    "correct_counts = defaultdict(int)\n",
    "incorrect_counts = defaultdict(int)\n",
    "for user, reviews in favorable_reviews_by_users.items():\n",
    "    for candidate_rule in candidate_rules:\n",
    "        premise, conclusion = candidate_rule\n",
    "        if premise.issubset(reviews):\n",
    "            if conclusion in reviews:\n",
    "                correct_counts[candidate_rule] += 1\n",
    "            else:\n",
    "                incorrect_counts[candidate_rule] += 1\n",
    "rule_confidence = {candidate_rule: correct_counts[candidate_rule] / float(correct_counts[candidate_rule] + incorrect_counts[candidate_rule])\n",
    "              for candidate_rule in candidate_rules}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Choose only rules above a minimum confidence level\n",
    "min_confidence = 0.9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5152\n"
     ]
    }
   ],
   "source": [
    "# Filter out the rules with poor confidence\n",
    "rule_confidence = {rule: confidence for rule, confidence in rule_confidence.items() if confidence > min_confidence}\n",
    "print(len(rule_confidence))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from operator import itemgetter\n",
    "sorted_confidence = sorted(rule_confidence.items(), key=itemgetter(1), reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
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       " ((frozenset({7, 64, 79, 172, 181}), 174), 1.0),\n",
       " ((frozenset({7, 98, 100, 127, 172}), 64), 1.0),\n",
       " ((frozenset({7, 98, 100, 127, 174}), 64), 1.0),\n",
       " ((frozenset({7, 64, 98, 100, 181}), 174), 1.0),\n",
       " ((frozenset({7, 98, 127, 172, 174}), 64), 1.0),\n",
       " ((frozenset({7, 64, 98, 127, 172}), 174), 1.0),\n",
       " ((frozenset({7, 64, 98, 172, 181}), 174), 1.0),\n",
       " ((frozenset({7, 64, 98, 174, 258}), 172), 1.0),\n",
       " ((frozenset({7, 64, 98, 172, 258}), 174), 1.0),\n",
       " ((frozenset({7, 64, 98, 181, 258}), 172), 1.0),\n",
       " ...]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_confidence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rule #1\n",
      "Rule: If a person recommends frozenset({98, 181}) they will also recommend 50\n",
      " - Confidence: 1.000\n",
      "\n",
      "Rule #2\n",
      "Rule: If a person recommends frozenset({172, 79}) they will also recommend 174\n",
      " - Confidence: 1.000\n",
      "\n",
      "Rule #3\n",
      "Rule: If a person recommends frozenset({258, 172}) they will also recommend 174\n",
      " - Confidence: 1.000\n",
      "\n",
      "Rule #4\n",
      "Rule: If a person recommends frozenset({1, 181, 7}) they will also recommend 50\n",
      " - Confidence: 1.000\n",
      "\n",
      "Rule #5\n",
      "Rule: If a person recommends frozenset({1, 172, 7}) they will also recommend 174\n",
      " - Confidence: 1.000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for index in range(5):\n",
    "    print(\"Rule #{0}\".format(index + 1))\n",
    "    (premise, conclusion) = sorted_confidence[index][0]\n",
    "    print(\"Rule: If a person recommends {0} they will also recommend {1}\".format(premise, conclusion))\n",
    "    print(\" - Confidence: {0:.3f}\".format(rule_confidence[(premise, conclusion)]))\n",
    "    print(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Even better, we can get the movie titles themselves from the dataset\n",
    "movie_name_filename = os.path.join(data_folder, \"u.item\")\n",
    "movie_name_data = pd.read_csv(movie_name_filename, delimiter=\"|\", header=None, encoding = \"mac-roman\")\n",
    "movie_name_data.columns = [\"MovieID\", \"Title\", \"Release Date\", \"Video Release\", \"IMDB\", \"<UNK>\", \"Action\", \"Adventure\",\n",
    "                           \"Animation\", \"Children's\", \"Comedy\", \"Crime\", \"Documentary\", \"Drama\", \"Fantasy\", \"Film-Noir\",\n",
    "                           \"Horror\", \"Musical\", \"Mystery\", \"Romance\", \"Sci-Fi\", \"Thriller\", \"War\", \"Western\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_name_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_movie_name(movie_id):\n",
    "    title_object = movie_name_data[movie_name_data[\"MovieID\"] == movie_id][\"Title\"]\n",
    "    title = title_object.values[0]\n",
    "    return title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "get_movie_name(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for index in range(2500,2600):\n",
    "    print(\"Rule #{0}\".format(index + 1))\n",
    "    (premise, conclusion) = sorted_confidence[index][0]\n",
    "    premise_names = \", \".join(get_movie_name(idx) for idx in premise)\n",
    "    conclusion_name = get_movie_name(conclusion)\n",
    "    print(\"Rule: If a person recommends {0} they will also recommend {1}\".format(premise_names, conclusion_name))\n",
    "    print(\" - Confidence: {0:.3f}\".format(rule_confidence[(premise, conclusion)]))\n",
    "    print(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluation using test data\n",
    "test_dataset = all_ratings[~all_ratings['UserID'].isin(range(200))] # ID numbers are above 199\n",
    "test_favorable = test_dataset[test_dataset[\"Favorable\"]]\n",
    "test_favorable_by_users = dict((k, frozenset(v.values)) for k, v in test_favorable.groupby(\"UserID\")[\"MovieID\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_dataset.head()\n",
    "# test_favorable_by_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "correct_counts = defaultdict(int)\n",
    "incorrect_counts = defaultdict(int)\n",
    "for user, reviews in test_favorable_by_users.items():\n",
    "    for candidate_rule in candidate_rules: # intemset rule comes from 200 train data\n",
    "        premise, conclusion = candidate_rule\n",
    "        if premise.issubset(reviews):\n",
    "            if conclusion in reviews:\n",
    "                correct_counts[candidate_rule] += 1\n",
    "            else:\n",
    "                incorrect_counts[candidate_rule] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_confidence = {candidate_rule:\n",
    "                   (correct_counts[candidate_rule] / float(correct_counts[candidate_rule] + incorrect_counts[candidate_rule]))\n",
    "                   for candidate_rule in rule_confidence}\n",
    "print(len(test_confidence))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for index in range(10):\n",
    "    print(\"Rule #{0}\".format(index + 1))\n",
    "    (premise, conclusion) = sorted_confidence[index][0]\n",
    "    premise_names = \", \".join(get_movie_name(idx) for idx in premise)\n",
    "    conclusion_name = get_movie_name(conclusion)\n",
    "    print(\"Rule: If a person recommends {0} they will also recommend {1}\".format(premise_names, conclusion_name))\n",
    "    print(\" - Train Confidence: {0:.3f}\".format(rule_confidence.get((premise, conclusion), -1)))\n",
    "    print(\" - Test Confidence: {0:.3f}\".format(test_confidence.get((premise, conclusion), -1)))\n",
    "    print(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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